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Published in: The Journal of Supercomputing 9/2015

01-09-2015

A sequential game-theoretic study of the retweeting behavior in Sina Weibo

Authors: Ru Wang, Wandong Cai

Published in: The Journal of Supercomputing | Issue 9/2015

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Abstract

Retweeting behavior is a key mechanism for information diffusion in microblogging services such as Sina Weibo. It is the mechanism of retweeting that leads to the fast and wide diffusion of information in Weibo. Game theory has been applied to various fields as an important tool for studying user’s behavior. In this paper, a sequential game model has been applied on studying Weibo user’s retweeting behavior. We propose a retweeting game model of Weibo users. By Markov perfect equilibrium strategy we estimate the retweeting probability of the message, of which the continuity and existence have been proved. Comparing the retweeting game model with the Weibo data, we find that the retweeting game model can be used to describe the user’s retweeting behaviors. Experimental results show that in the retweeting game model the trust factor \(\delta \) and the amount of information k have a great influence on the retweeting rate.

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Literature
1.
go back to reference Ghiassi M, Skinner J, Zimbra D (2013) Twitter brand sentiment analysis: a hybrid system using n-gram analysis and dynamic artificial neural network. Expert Syst Appl 40(16):6266–6282 Ghiassi M, Skinner J, Zimbra D (2013) Twitter brand sentiment analysis: a hybrid system using n-gram analysis and dynamic artificial neural network. Expert Syst Appl 40(16):6266–6282
2.
go back to reference Naveed N, Gottron T, Kunegis J, Alhadi AC (2011) Searching microblogs: coping with sparsity and document quality. In: Proceedings of the 20th ACM international conference on information and knowledge management. ACM, New York, pp 183–188 Naveed N, Gottron T, Kunegis J, Alhadi AC (2011) Searching microblogs: coping with sparsity and document quality. In: Proceedings of the 20th ACM international conference on information and knowledge management. ACM, New York, pp 183–188
3.
go back to reference Fowler JH, Christakis NA (2010) Cooperative behavior cascades in human social networks. Proc Natl Acad Sci 107(12):5334–5338CrossRef Fowler JH, Christakis NA (2010) Cooperative behavior cascades in human social networks. Proc Natl Acad Sci 107(12):5334–5338CrossRef
4.
go back to reference Castellano C, Fortunato S, Loreto V (2009) Statistical physics of social dynamics. Rev Mod Phys 81(2):591CrossRef Castellano C, Fortunato S, Loreto V (2009) Statistical physics of social dynamics. Rev Mod Phys 81(2):591CrossRef
5.
go back to reference Boyd D, Golder S, Lotan G (2010) Tweet, tweet, retweet: conversational aspects of retweeting on twitter. In: 43rd Hawaii international conference on system sciences (HICSS). IEEE, pp 1–10 Boyd D, Golder S, Lotan G (2010) Tweet, tweet, retweet: conversational aspects of retweeting on twitter. In: 43rd Hawaii international conference on system sciences (HICSS). IEEE, pp 1–10
6.
go back to reference Kwak H, Lee C, Park H, Moon S (2010) What is twitter, a social network or a news media? In: Proceedings of the 19th international conference on world wide web (WWW’10). ACM, New York, pp 591–600 Kwak H, Lee C, Park H, Moon S (2010) What is twitter, a social network or a news media? In: Proceedings of the 19th international conference on world wide web (WWW’10). ACM, New York, pp 591–600
7.
go back to reference Guille A, Hacid H, Favre C, Zighed DA (2013) Information diffusion in online social networks: a survey. ACM SIGMOD Rec 42(2):17–28CrossRef Guille A, Hacid H, Favre C, Zighed DA (2013) Information diffusion in online social networks: a survey. ACM SIGMOD Rec 42(2):17–28CrossRef
8.
go back to reference Tumasjan A, Sprenger TO, Sandner PG, Welpe IM (2010) Predicting elections with twitter: what 140 characters reveal about political sentiment. ICWSM 10:178–185 Tumasjan A, Sprenger TO, Sandner PG, Welpe IM (2010) Predicting elections with twitter: what 140 characters reveal about political sentiment. ICWSM 10:178–185
9.
go back to reference Suh B, Hong L, Pirolli P, Chi EH (2010) Want to be retweeted? Large scale analytics on factors impacting retweet in twitter network. In: IEEE second international conference on social computing (SocialCom), pp 177–184 Suh B, Hong L, Pirolli P, Chi EH (2010) Want to be retweeted? Large scale analytics on factors impacting retweet in twitter network. In: IEEE second international conference on social computing (SocialCom), pp 177–184
10.
go back to reference Xin W, Toshio O (2011) Utilizing learning process to improve recommender system for group learning support. Neural Comput Appl 20:611–621CrossRef Xin W, Toshio O (2011) Utilizing learning process to improve recommender system for group learning support. Neural Comput Appl 20:611–621CrossRef
11.
go back to reference Lehmann J, Gonçalves B, Ramasco JJ, Cattuto C (2012) Dynamical classes of collective attention in twitter. In: Proceedings of the 21st international conference on World Wide Web. ACM, pp 251–260 Lehmann J, Gonçalves B, Ramasco JJ, Cattuto C (2012) Dynamical classes of collective attention in twitter. In: Proceedings of the 21st international conference on World Wide Web. ACM, pp 251–260
12.
go back to reference Romero DM, Meeder B, Kleinberg J (2011) Differences in the mechanics of information diffusion across topics: idioms, political hashtags, and complex contagion on twitter. In: Proceedings of the 20th international conference on world wide web. ACM, New York, pp 695–704 Romero DM, Meeder B, Kleinberg J (2011) Differences in the mechanics of information diffusion across topics: idioms, political hashtags, and complex contagion on twitter. In: Proceedings of the 20th international conference on world wide web. ACM, New York, pp 695–704
13.
go back to reference Liu C, Zhang ZK (2014) Information spreading on dynamic social networks. Commun Nonlinear Sci Numer Simul 19(4):896–904MathSciNetCrossRef Liu C, Zhang ZK (2014) Information spreading on dynamic social networks. Commun Nonlinear Sci Numer Simul 19(4):896–904MathSciNetCrossRef
14.
go back to reference Yang Z, Guo J, Cai K, Tang J, Li J, Zhang L, Su Z (2010) Understanding retweeting behaviors in social networks. In: Proceedings of the 19th ACM international conference on information and knowledge management. ACM, New York, pp 1633–1636 Yang Z, Guo J, Cai K, Tang J, Li J, Zhang L, Su Z (2010) Understanding retweeting behaviors in social networks. In: Proceedings of the 19th ACM international conference on information and knowledge management. ACM, New York, pp 1633–1636
15.
go back to reference Hong L, Doumith AS, Davison BD (2013) Co-factorization machines: modeling user interests and predicting individual decisions in twitter. In: Proceedings of the sixth ACM international conference on Web search and data mining. ACM, pp 557–566 Hong L, Doumith AS, Davison BD (2013) Co-factorization machines: modeling user interests and predicting individual decisions in twitter. In: Proceedings of the sixth ACM international conference on Web search and data mining. ACM, pp 557–566
16.
go back to reference Sohn JS, Chung IJ (2013) Dynamic foaf management method for social networks in the social web environment. J Supercomput 66(2):633–648CrossRef Sohn JS, Chung IJ (2013) Dynamic foaf management method for social networks in the social web environment. J Supercomput 66(2):633–648CrossRef
17.
go back to reference Jiang F, Rho S, Chen BW, Du X, Zhao D (2014) Face hallucination and recognition in social network services. J Supercomput 71(6):2035–2049CrossRef Jiang F, Rho S, Chen BW, Du X, Zhao D (2014) Face hallucination and recognition in social network services. J Supercomput 71(6):2035–2049CrossRef
18.
go back to reference Yan Z, Chen Y, Shen Y (2014) Percontrep: a practical reputation system for pervasive content services. J Supercomput 70(3):1051–1074CrossRef Yan Z, Chen Y, Shen Y (2014) Percontrep: a practical reputation system for pervasive content services. J Supercomput 70(3):1051–1074CrossRef
19.
go back to reference Jun S, Kim D, Jeon M, Rho S, Hwang E (2014) Social mix: automatic music recommendation and mixing scheme based on social network analysis. J Supercomput 71(6):1933–1954CrossRef Jun S, Kim D, Jeon M, Rho S, Hwang E (2014) Social mix: automatic music recommendation and mixing scheme based on social network analysis. J Supercomput 71(6):1933–1954CrossRef
20.
go back to reference Barthwal R, Misra S, Obaidat MS (2013) Finding overlapping communities in a complex network of social linkages and internet of things. J Supercomput 66(3):1749–1772CrossRef Barthwal R, Misra S, Obaidat MS (2013) Finding overlapping communities in a complex network of social linkages and internet of things. J Supercomput 66(3):1749–1772CrossRef
21.
go back to reference Rahman MA, Kim HN, El Saddik A, Gueaieb W (2012) A context-aware multimedia framework toward personal social network services. Multimed Tools Appl 71(3):1717–1747 Rahman MA, Kim HN, El Saddik A, Gueaieb W (2012) A context-aware multimedia framework toward personal social network services. Multimed Tools Appl 71(3):1717–1747
22.
go back to reference Kim M, Park SO (2013) Group affinity based social trust model for an intelligent movie recommender system. Multimed Tools Appl 64(2):505–516CrossRef Kim M, Park SO (2013) Group affinity based social trust model for an intelligent movie recommender system. Multimed Tools Appl 64(2):505–516CrossRef
23.
go back to reference Jin L, Zhang K, Lu J, Lin YR (2014) Towards understanding the gamification upon users scores in a location-based social network. Multimed Tools Appl 71(3):1531–1555 Jin L, Zhang K, Lu J, Lin YR (2014) Towards understanding the gamification upon users scores in a location-based social network. Multimed Tools Appl 71(3):1531–1555
24.
go back to reference Lin C, He J, Zhou Y, Yang X, Chen K, Song L (2013) Analysis and identification of spamming behaviors in sina weibo microblog. In: Proceedings of the 7th workshop on social network mining and analysis. ACM, p 5 Lin C, He J, Zhou Y, Yang X, Chen K, Song L (2013) Analysis and identification of spamming behaviors in sina weibo microblog. In: Proceedings of the 7th workshop on social network mining and analysis. ACM, p 5
25.
go back to reference Qu Y, Huang C, Zhang P, Zhang J (2011) Microblogging after a major disaster in China: a case study of the 2010 Yushu earthquake. In: Proceedings of the ACM 2011 conference on computer supported cooperative work. ACM, New York, pp 25–34 Qu Y, Huang C, Zhang P, Zhang J (2011) Microblogging after a major disaster in China: a case study of the 2010 Yushu earthquake. In: Proceedings of the ACM 2011 conference on computer supported cooperative work. ACM, New York, pp 25–34
26.
go back to reference Chen J, She J (2012) An analysis of verifications in microblogging social networks-Sina Weibo. In: 32nd international conference on distributed computing systems workshops (ICDCSW). IEEE, pp 147–154 Chen J, She J (2012) An analysis of verifications in microblogging social networks-Sina Weibo. In: 32nd international conference on distributed computing systems workshops (ICDCSW). IEEE, pp 147–154
27.
go back to reference Guan W, Gao H, Yang M, Li Y, Ma H, Qian W, Cao Z, Yang X (2014) Analyzing user behavior of the micro-blogging website sina weibo during hot social events. Phys A Stat Mech Appl 395:340–351CrossRef Guan W, Gao H, Yang M, Li Y, Ma H, Qian W, Cao Z, Yang X (2014) Analyzing user behavior of the micro-blogging website sina weibo during hot social events. Phys A Stat Mech Appl 395:340–351CrossRef
28.
go back to reference Gao Q, Abel F, Houben GJ, Yu Y (2012) A comparative study of users microblogging behavior on Sina Weibo and Twitter. In: User modeling, adaptation, and personalization. Springer, New York, pp 88–101 Gao Q, Abel F, Houben GJ, Yu Y (2012) A comparative study of users microblogging behavior on Sina Weibo and Twitter. In: User modeling, adaptation, and personalization. Springer, New York, pp 88–101
29.
go back to reference Ma H, Wei J, Qian W, Yu C, Xia F, Zhou A (2013) On benchmarking online social media analytical queries. In: First international workshop on graph data management experiences and systems. ACM, p 10 Ma H, Wei J, Qian W, Yu C, Xia F, Zhou A (2013) On benchmarking online social media analytical queries. In: First international workshop on graph data management experiences and systems. ACM, p 10
30.
go back to reference Veenstra AS, Iyer N, Hossain MD, Park J (2014) Time, place, technology: Twitter as an information source in the wisconsin labor protests. Comput Human Behav 31:65–72CrossRef Veenstra AS, Iyer N, Hossain MD, Park J (2014) Time, place, technology: Twitter as an information source in the wisconsin labor protests. Comput Human Behav 31:65–72CrossRef
31.
go back to reference Bakshy E, Rosenn I, Marlow C, Adamic L (2012) The role of social networks in information diffusion. In: Proceedings of the 21st international conference on world wide web. ACM, New York, pp 519–528 Bakshy E, Rosenn I, Marlow C, Adamic L (2012) The role of social networks in information diffusion. In: Proceedings of the 21st international conference on world wide web. ACM, New York, pp 519–528
32.
go back to reference Goel S, Watts DJ, Goldstein DG (2012) The structure of online diffusion networks. In: Proceedings of the 13th ACM conference on electronic commerce, pp 623–638, ACM Goel S, Watts DJ, Goldstein DG (2012) The structure of online diffusion networks. In: Proceedings of the 13th ACM conference on electronic commerce, pp 623–638, ACM
33.
go back to reference Jenders M, Kasneci G, Naumann F (2013) Analyzing and predicting viral tweets. In: Proceedings of the 22nd international conference on World Wide Web companion. International World Wide Web Conferences Steering Committee, pp 657–664 Jenders M, Kasneci G, Naumann F (2013) Analyzing and predicting viral tweets. In: Proceedings of the 22nd international conference on World Wide Web companion. International World Wide Web Conferences Steering Committee, pp 657–664
34.
go back to reference Zaman TR, Herbrich R, Van Gael J, Stern D (2010) Predicting information spreading in twitter. In: Workshop on computational social science and the wisdom of crowds, NIPS, vol 104. Citeseer, pp 17599–17601 Zaman TR, Herbrich R, Van Gael J, Stern D (2010) Predicting information spreading in twitter. In: Workshop on computational social science and the wisdom of crowds, NIPS, vol 104. Citeseer, pp 17599–17601
35.
go back to reference Chen BW, Chen CY, Wang JF (2013) Smart homecare surveillance system: behavior identification based on state-transition support vector machines and sound directivity pattern analysis. IEEE Trans Syst Man Cybern Syst 43(6):1279–1289CrossRef Chen BW, Chen CY, Wang JF (2013) Smart homecare surveillance system: behavior identification based on state-transition support vector machines and sound directivity pattern analysis. IEEE Trans Syst Man Cybern Syst 43(6):1279–1289CrossRef
36.
37.
go back to reference Chen L, Leneutre J (2009) A game theoretical framework on intrusion detection in heterogeneous networks. IEEE Trans Inf Forensics Secur 4(2):165–178CrossRef Chen L, Leneutre J (2009) A game theoretical framework on intrusion detection in heterogeneous networks. IEEE Trans Inf Forensics Secur 4(2):165–178CrossRef
38.
40.
41.
go back to reference Azzimonti M (2011) Barriers to investment in polarized societies. Am Econ Rev 101(5):2182–2204CrossRef Azzimonti M (2011) Barriers to investment in polarized societies. Am Econ Rev 101(5):2182–2204CrossRef
42.
go back to reference Liang X, Xiao Y (2013) Game theory for network security. Commun Surv Tutor IEEE 15(1):472–486CrossRef Liang X, Xiao Y (2013) Game theory for network security. Commun Surv Tutor IEEE 15(1):472–486CrossRef
43.
go back to reference Halac M (2012) Relational contracts and the value of relationships. Am Econ Rev 102(2):750–779CrossRef Halac M (2012) Relational contracts and the value of relationships. Am Econ Rev 102(2):750–779CrossRef
Metadata
Title
A sequential game-theoretic study of the retweeting behavior in Sina Weibo
Authors
Ru Wang
Wandong Cai
Publication date
01-09-2015
Publisher
Springer US
Published in
The Journal of Supercomputing / Issue 9/2015
Print ISSN: 0920-8542
Electronic ISSN: 1573-0484
DOI
https://doi.org/10.1007/s11227-015-1456-2

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